Abstract
The aim of this study is to examine the development of self-regulated learning (SRL) of university students in an EFL course via Flipped classroom through a novel measurement roadmap. Microanalytic techniques were used throughout the process rather than students’ perceptions at a given moment. SRL skills scores are reported as well as sample testimonies from students as qualitative data used to explain the analytic measures. The study was conducted with 12 students studying at a public university and lasted for 6 weeks. A new system FCMWEB is designed throughout to monitor online SRL development taking Zimmerman (2008) SRL model as a basis. While the forethought phase was monitored in the online sessions and the performance and self-reflection phase were associated with the face-to-face sessions. Records from FCMWEB as microanalytic, worksheet, observation notes and self-reflection form were used as data collection tools. During the study, the sub skills of forethought phase, self-reflection phase and performance phase are analyzed and validated through students’ perspectives. The developments in the skills of the forethought and self-reflection phases were between sufficient and advanced levels. The performance phase was mostly sufficient, but also included poor and advanced levels. The results provide implications for course designers and instructors who desire to provide a better flipped classroom experience in EFL for university students.







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Abbasian, G. R., & Hartoonian, A. (2014). Using self-regulated learning strategies in enhancing language proficiency with a focus on reading comprehension. English Language Teaching, 7(6), 160–167.
Aregu, B. B. (2013). Enhancing self-regulated learning in teaching spoken communication: Does it affect speaking efficacy and performance? Electronic Journal of Foreign Language Teaching, 10(1), 96–109.
Bannert, M., Reimann, P., & Sonnenberg, C. (2014). Process mining techniques for analysing patterns and strategies in students’ self-regulated learning. Metacognition and Learning, 9(2), 161–185.
Barnard, L., Lan, W. Y., To, Y. M., Paton, V. O., & Lai, S. L. (2009). Measuring self-regulation in online and blended learning environments. The Internet and Higher Education, 12(1), 1–6.
Bergmann, J., & Sams, A. (2012). How the flipped classroom is radically transforming learning. The Daily Riff, 2012, 1–3.
Butzler, K. B. (2016). The synergistic effects of self-regulation tools and the flipped classroom. Computers in the Schools, 33(1), 11–23.
ChanLin, L. J. (2012). Learning strategies in web-supported collaborative project. Innovations in Education and Teaching International, 49(3), 319–331.
Cho, M. H., & Shen, D. (2013). Self-regulation in online learning. Distance Education, 34(3), 290–301.
Cleary, T. J., & Zimmerman, B. J. (2001). Self-regulation differences during athletic practice by experts, non-experts, and novices. Journal of applied sport psychology, 13(2), 185–206.
Cleary, T. J., Callan, G. L., & Zimmerman, B. J. (2012). Assessing self-regulation as a cyclical, context-specific phenomenon: Overview and analysis of SRL microanalytic protocols. Education Research International, 2012, 1–19
Cleary, T. J., Callan, G. L., Malatesta, J., & Adams, T. (2015). Examining the level of convergence among self-regulated learning microanalytic processes, achievement, and a self-report questionnaire. Journal of Psychoeducational Assessment, 33(5), 439–450.
DiBenedetto, M. K., & Zimmerman, B. J. (2013). Construct and predictive validity of microanalytic measures of students’ self-regulation of science learning. Learning and Individual Differences, 26, 30–41.
Ekhlas, N. N., & Shangarffam, N. (2013). The relationship between determinant factors of self-regulation strategies and main language skills and overall proficiency. Procedia-Social and Behavioral Sciences, 70, 137–147.
Etemadfar, P., Soozandehfar, S. M. A., & Namaziandost, E. (2020). An account of EFL learners’ listening comprehension and critical thinking in the flipped classroom model. Cogent Education, 7(1), 1835150.
Evseeva, A., & Solozhenko, A. (2015). Use of flipped classroom technology in language learning. Procedia-Social and Behavioral Sciences, 206, 205–209.
Ferreira, P. C., Simão, A. V., & da Silva, A. L. (2017). How and with what accuracy do children report self-regulated learning in contemporary EFL instructional settings? European Journal of Psychology of Education, 32(4), 589–615.
Follmer, D. J., & Sperling, R. A. (2019). Examining the role of self-regulated learning microanalysis in the assessment of learners’ regulation. The Journal of Experimental Education, 87(2), 269–287.
Fraile, J., Panadero, E., & Pardo, R. (2017). Co-creating rubrics: The effects on self-regulated learning, self-efficacy and performance of establishing assessment criteria with students. Studies in Educational Evaluation, 53, 69–76.
Haghighi, H., Jafarigohar, M., Khoshsima, H., & Vahdany, F. (2019). Impact of flipped classroom on EFL learners’ appropriate use of refusal: Achievement, participation, perception. Computer Assisted Language Learning, 32(3), 261–293.
Hemmati, F., & Mortazavi, M. (2017). The effect of different types of written scaffolds on efl learners’ perception of writing self-regulatory skills. Reading & Writing Quarterly, 33(1), 71–81.
Hodges, C. B., & Kim, C. (2010). Email, self-regulation, self-efficacy, and achievement in a college online mathematics course. Journal of Educational Computing Research, 43(2), 207–223.
Hosseini, H. M., Ejtehadi, A., & Hosseini, M. M. (2020). Flipping microlearning-based EFL Classroom to Enhance Learners’ self-regulation. Language Teaching Research Quarterly, 20, 43–59.
Hung, H. T. (2015). Flipping the classroom for English language learners to foster active learning. Computer Assisted Language Learning, 28(1), 81–96.
Kitsantas, A., & Zimmerman, B. J. (2002). Comparing self-regulatory processes among novice, non-expert, and expert volleyball players: A microanalytic study. Journal of applied sport psychology, 14(2), 91–105.
Lam, R. (2015). Understanding efl students’ development of self-regulated learning in a process‐oriented writing course. TESOL Journal, 6(3), 527–553.
Lau, C., Kitsantas, A., & Miller, A. (2015). Using microanalysis to examine how elementary students self-regulate in math: A case study. Procedia – Social and Behavioral Sciences, 174, 2226–2233.
Lee, G., & Wallace, A. (2018). Flipped learning in the English as a foreign language classroom: Outcomes and perceptions. Tesol Quarterly, 52(1), 62–84.
Maldonado-Mahauad, J., Pérez-Sanagustín, M., Kizilcec, R. F., Morales, N., & Munoz-Gama, J. (2018). Mining theory-based patterns from big data: Identifying self-regulated learning strategies in massive Open Online Courses. Computers in Human Behavior, 80, 179–196.
Martirossian, A., & Hartoonian, A. (2015). Lowering foreign language anxiety through self-regulated learning strategy use. English Language Teaching, 8(12), 209.
McPherson, G. E., Osborne, M. S., Evans, P., & Miksza, P. (2019). Applying self-regulated learning microanalysis to study musicians’ practice. Psychology of Music, 47(1), 18–32.
Mehring, J. (2016). Present research on the flipped classroom and potential tools for the efl classroom. Computers in the Schools, 33(1), 1–10.
Miksza, P., Blackwell, J., & Roseth, N. E. (2018). Self-regulated music practice: Microanalysis as a data collection technique and inspiration for pedagogical intervention. Journal of Research in Music Education, 66(3), 295–319.
Morshedian, M., Hemmati, F., & Sotoudehnama, E. (2017). Training efl learners in self-regulation of reading: Implementing srl model. Reading & Writing Quarterly, 33(3), 290–303.
Obari, H., & Lambacher, S. (2015). Successful EFL teaching using mobile technologies in a flipped classroom. In F. Helm, L. Bradley, M. Guarda, & S. Thouësny (Eds.), Critical CALL – Proceedings of the 2015 EUROCALL Conference, Padova, Italy. Dublin: Research-publishing.net.
Onodipe, G., Keengwe, J., & Cottrell-Yongye, A. (2020). Using a Learning Management System to Promote Self-Regulated learning in a flipped Classroom. Journal of Teaching and Learning with Technology, 9, 3–18.
Ozer, Ö., & Akçayoğlu, D. (2021). Examining the Roles of Self-Efficacy Beliefs, Self-Regulated Learning and Foreign Language anxiety in the academic achievement of Tertiary EFL Learners. Participatory Educational Research, 8(2), 357–372.
Pintrich, P. R., Smith, D. A., Garcia, T., & McKeachie, W. J. (1993). Reliability and predictive validity of the motivated strategies for learning questionnaire (mslq). Educational and Psychological Measurement, 53(3), 801–813.
Pintrich, P. R. (2004). A conceptual framework for assessing motivation and self-regulated learning in college students. Educational psychology review, 16(4), 385–407.
Puzziferro, M. (2008). Online technologies self-efficacy and self-regulated learning as predictors of final grade and satisfaction in college-level online courses. The American Journal of Distance Education, 22(2), 72–89.
Roohani, A., & Asiabani, S. (2015). Effects of self-regulated strategy development on EFL learners’ reading comprehension and metacognition. GEMA Online® Journal of Language Studies, 15(3), 31–49.
Shih, M., Liang, J. C., & Tsai, C. C. (2019). Exploring the role of university students’ online self-regulated learning in the flipped classroom: A structural equation model. Interactive Learning Environments, 27(8), 1192–1206.
Shih, H. C. J., & Huang, S. H. C. (2020). College students’ metacognitive strategy use in an EFL flipped classroom. Computer Assisted Language Learning, 33(7), 755–784.
Shyr, W. J., & Chen, C. H. (2018). Designing a technology-enhanced flipped learning system to facilitate students’ self‐regulation and performance. Journal of Computer Assisted Learning, 34(1), 53–62.
Siadaty, M., Gasevic, D., & Hatala, M. (2016). Trace-based micro-analytic measurement of self-regulated learning processes. Journal of Learning Analytics, 3(1), 183–214.
Su Ping, R. L., Verezub, E., Adi Badiozaman, I. F. B., & Chen, W. S. (2020). Tracing EFL students’ flipped classroom journey in a writing class: Lessons from Malaysia. Innovations in Education and Teaching International, 57(3), 305–316.
Sun, J. C. Y., Wu, Y. T., & Lee, W. I. (2016). The effect of the flipped classroom approach to OpenCourseWare instruction on students’ self-regulation. British Journal of Educational Technology, 48(3), 713–729.
Sun, Z., Xie, K., & Anderman, L. H. (2018). The role of self-regulated learning in students’ success in flipped undergraduate math courses. The Internet and Higher Education, 36, 41–53.
Tsai, Y. R. (2021). Promotion of learner autonomy within the framework of a flipped EFL instructional model: Perception and perspectives. Computer Assisted Language Learning, 34(7), 979–1011.
Vasu, K. A. P., Mei Fung, Y., Nimehchisalem, V., & Rashid, M., S (2022). Self-regulated Learning Development in Undergraduate ESL writing classrooms: Teacher feedback Versus Self-Assessment. RELC Journal, 53(3), 612–626.
Wang, F. H. (2017). An exploration of online behaviour engagement and achievement in flipped classroom supported by learning management system. Computers & Education, 114, 79–91.
Wang, H. C., & Chen, C. W. Y. (2020). Learning English from YouTubers: English L2 learners’ self-regulated language learning on YouTube. Innovation in Language Learning and Teaching, 14(4), 333–346.
Wilson, K., & Narayan, A. (2016). Relationships among individual task self-efficacy, self-regulated learning strategy use and academic performance in a computer-supported collaborative learning environment. Educational Psychology, 36(2), 236–253.
Wu, W. C. V., Yang, J. C., Chen Hsieh, S., J., & Yamamoto, T. (2020). Free from demotivation in EFL writing: The use of online flipped writing instruction. Computer Assisted Language Learning, 33(4), 353–387.
Yang, T. C., Chen, M. C., & Chen, S. Y. (2018). The influences of self-regulated learning support and prior knowledge on improving learning performance. Computers & Education, 126, 37–52.
Yoon, M., Hill, J., & Kim, D. (2021). Designing supports for promoting self-regulated learning in the flipped classroom. Journal of Computing in Higher Education, 33, 398–418.
Zainuddin, Z. (2017). First-Year College Students’ Experiences in the EFL flipped Classroom: A Case Study in Indonesia. International Journal of Instruction, 10(1), 133–150.
Zeidner, M., & Stoeger, H. (2019). Self-regulated learning (SRL): A guide for the perplexed. High Ability Studies, 30(1–2), 9–51.
Zhonggen, Y., & Wang, G. (2016). Academic achievements and satisfaction of the clicker-aided flipped business English writing class. Journal of Educational Technology & Society, 19(2), 298–310.
Zimmerman, B. J. (2000). Attaining self-regulation: A social cognitive perspective. In M. Boekaerts, P. R. Pintrich, & M. Zeidner (Eds.), Handbook of self-regulation (pp. 13 – 39 ). San Diego: Academic Press
Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory into Practice, 41(2), 64–70.
Zimmerman, B. J. (2008). Investigating self-regulation and motivation: Historical background, methodological developments, and future prospects. American Educational Research Journal, 45(1), 166–183.
Zimmerman, B. J., & Martinez-Pons, M. (1988). Construct validation of a strategy model of student self-regulated learning. Journal of Educational Psychology, 80(3), 284–297.
Zou, D., & Xie, H. (2019). Flipping an English writing class with technology-enhanced just-in-time teaching and peer instruction. Interactive Learning Environments, 27(8), 1127–1142.
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Appendices
Appendix-1. Scoring chart for students’ SRL level
Name: | Surname: | ||||
---|---|---|---|---|---|
SRL Skills | Data Sources | Scores | |||
1 | 2 | 3 | |||
Goal Setting | Diary Module | ||||
Strategic Planning | Course Module | ||||
Forum Module | |||||
Self-efficacy | Diary Module | ||||
Outcome Expectations | |||||
Task Interest/Value | |||||
Goal Orientation | |||||
Self-instruction | Worksheet | ||||
Observation Form | |||||
Imagery | Worksheet | ||||
Attention Focusing | |||||
Task Strategies | |||||
Self-experimentation | |||||
Self-record | |||||
Observation Form | |||||
Self-evaluation | Self-reflection Form | ||||
Causal Attribution | |||||
Self-satisfaction / Affect | |||||
Adaptive / Defensive |
Appendix-2 FCMWEB diary module


Appendix-3. Indicators for SRL skills in forethought phase
Forethought Phase | Reference | Indicators in References | Advanced Behavior Expected in the Indicator |
Goal Setting (Barnard et al., 2009) | Expressing the objectives for completing the activities in the course. | Express goals to the diary module through these indicators | |
Expectations for learning. | |||
Determination of course objectives. | |||
Self-efficacy (Pintrich et al., 1993) | Expressing the beliefs in the adequacy of the subject covered in the course. | Express idea on the competence and expect success in face-to-face sessions in the diary module. | |
Expressing the idea of success in the course. | |||
Outcome Expectations (Zimmerman & Martinez-Pons, 1988) | Expressing possible performance at the end of the learning process. | Explain expectations about the success through the diary module. | |
Task Interest / Value (Pintrich et al., 1993) | Giving value and interest to the topics covered in the course | Express interests about the course in the diary module. | |
Goal Orientation (Zimmerman & Martinez-Pons, 1988) | Evaluation of the learning process in terms of its own values | Evaluate the activities which students plan to do at school in the diary module. | |
Strategic Planning (Zimmerman & Martinez-Pons, 1988) | Using appropriate methods to learn. | Use different learning tools such as FCMWEB course module and forum module to learn the topics. |
Appendix-4. Indicators for SRL skills in performance phase
Performance Phase | Reference | Indicators in References | Advanced Behavior Expected in the Indicator |
Self-instruction (Zimmerman, 2002) | Completing the assigned tasks successfully. | Complete the worksheet activities individually. | |
Imagery (Zimmerman, 2002) | Relating the learned knowledge with daily life. | Provide views differently from their friends in the theme determined on the worksheet. | |
Attention Focusing (Zumbrunn vd., 2011) | Focusing on the given task only. | Successfully complete the listening and reading activities on the worksheet at a given time. | |
Task Strategies (Barnard vd., 2009) | Taking notes, reading materials and getting support. | Complete different activities such as listening, reading, writing and speaking on the worksheet. | |
Participating in discussions. | |||
Doing additional exercises. | |||
Self-experimentation (Zimmerman, 2002) | Testing knowledge and experience as practice. | Practice all the subjects learned at home on the worksheet. | |
Self-record (Zimmerman, 2002) | Finding solutions through taking notes for remedying misunderstandings. | Take notes about the feedback given by the instructor of the worksheet. | |
Controlling time in the learning process. | Complete the tasks on time. |
Appendix-5. Indicators for SRL skills in self-reflection phase
Reference | Indicators in References | Advanced Behavior Expected by Indicators | |
---|---|---|---|
Self-reflection Phase | Self-evaluation (Barnard vd., 2009) | Noticing the learning performance. | Explain the level of learning weekly. |
Explaining the quality of learning. | |||
Causal Attribution (Zimmerman, 2002) | Providing reasons for students’ performance. | Present reasons for own performances at the end of the course in the self-reflection form. | |
Self-satisfaction/Affect (Zimmerman, 2002) | Satisfying with their performance. | Explain the satisfaction in self-reflection form including performance and motivation. | |
Reflecting satisfaction on motivation. | |||
Adaptive/Defensive (Zimmerman, 2002) | Efforts to learn the course content. | Explain the efforts to learn the content and their participation in the activities. | |
Participating in class activities. |
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Çakiroğlu, Ü., Öztürk, M. Microanalytic evaluation of students’ self-regulated learning in flipped EFL instruction. J Comput High Educ 36, 591–618 (2024). https://doi.org/10.1007/s12528-023-09368-z
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DOI: https://doi.org/10.1007/s12528-023-09368-z